{"id":"W7131856387","doi":"10.5376/jvr.2024.14.0016","title":"Strategies for Antigen Design in Universal Influenza Vaccine Development","year":2024,"lang":"","type":"article","venue":"Journal of Vaccine Research","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Antigen; Influenza vaccine; Vaccination; Immunogenicity; Antibody; Immune system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002591769,0.001105985,0.0009061706,0.0007354909,0.0007257859,0.002250887,0.001299413,0.001224313,0.005795076],"category_scores_gemma":[0.002988494,0.0007547918,0.0008462411,0.0004914808,0.001077851,0.003204776,0.001496668,0.002189644,0.00238141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001271551,"about_ca_system_score_gemma":0.001680435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008041974,"about_ca_topic_score_gemma":0.001442443,"domain_scores_codex":[0.9992004,0.0003302873,0.00006065862,0.0001104608,0.0001556974,0.0001424959],"domain_scores_gemma":[0.9994289,0.0002354577,0.00008415183,0.00007925684,0.0001198828,0.00005233883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001000046,0.0009801177,0.003416899,0.001925154,0.0001273926,0.0006500384,0.0006077955,0.04046207,0.4838397,0.1590854,0.006244611,0.3016608],"study_design_scores_gemma":[0.0005981256,0.007482701,0.001631125,0.0007403453,0.0004523927,0.001249531,0.001131119,0.1012371,0.5128083,0.1977834,0.1747258,0.0001600743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2104334,0.03120575,0.7110079,0.008182104,0.001150172,0.002171641,0.0004383933,0.0008343843,0.03457637],"genre_scores_gemma":[0.574811,0.01627307,0.3946183,0.001875568,0.0002515231,0.001274208,0.0004976579,0.0001479274,0.01025072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005795076,"threshold_uncertainty_score":0.01938653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3190844761305751,"score_gpt":0.5106355460023038,"score_spread":0.1915510698717287,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}